FlowPipe: LLM-Enhanced Conditional Generative Flow Networks for Data Preparation Pipeline Construction

Authors

• 1. Kunyu Ni (Ocean University of China)
• 2. Lei Cao (University of Arizona)
• 3. Jie He (University of Science and Technology Beijing)
• 4. Xiaotong Zhang (University of Science and Technology Beijing)
• 5. Jianfeng Jin (Northeastern University)
• 6. Junyu Dong (Ocean University of China)
• 7. Yanwei Yu (Ocean University of China)

@inproceedings{ni_sigmod27,
        title = {{FlowPipe: LLM-Enhanced Conditional Generative Flow Networks for Data Preparation Pipeline Construction}},
        author = {Ni, Kunyu and Cao, Lei and He, Jie and Zhang, Xiaotong and Jin, Jianfeng and Dong, Junyu and Yu, Yanwei},
        series = {{SIGMOD} '27},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3837112},
        url = {https://dl.acm.org/doi/10.1145/3837112},
        year = {2027}
}

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